{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "# Ignore numpy dtype warnings. These warnings are caused by an interaction\n",
    "# between numpy and Cython and can be safely ignored.\n",
    "# Reference: https://stackoverflow.com/a/40846742\n",
    "warnings.filterwarnings(\"ignore\", message=\"numpy.dtype size changed\")\n",
    "warnings.filterwarnings(\"ignore\", message=\"numpy.ufunc size changed\")\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "import ipywidgets as widgets\n",
    "from ipywidgets import interact, interactive, fixed, interact_manual\n",
    "import nbinteract as nbi\n",
    "\n",
    "sns.set()\n",
    "sns.set_context('talk')\n",
    "np.set_printoptions(threshold=20, precision=2, suppress=True)\n",
    "pd.options.display.max_rows = 7\n",
    "pd.options.display.max_columns = 8\n",
    "pd.set_option('precision', 2)\n",
    "# This option stops scientific notation for pandas\n",
    "# pd.set_option('display.float_format', '{:.2f}'.format)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "x-Sl_xnqMJLf"
   },
   "source": [
    "# Permutation Test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "0nzpUI8qWda9"
   },
   "source": [
    "There are several cases where we would like to perform a permuation test in order to test a hypothesis and learn more about the world. A permutation test is a very useful type of non-parametric test that allows us to make inferences without making statistical assumptions that underly traditional parametric tests."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "TiItfTSSVQaH"
   },
   "source": [
    "One insightful example of permutation inference is the reexamination of Student Evaluation of Teaching (SET) data by Boring, Ottoboni, and Stark (2016). In this experiment, 47 students were randomly assigned to one of four sections. There are two TAs that teach two sections each; one TA is male and other is female. In two of the sections, the teaching assistants were introduced using their actual names. In the other two sections, the assistants\n",
    "switched names."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 428,
     "status": "ok",
     "timestamp": 1530896838484,
     "user": {
      "displayName": "SHRISHTI JESWANI",
      "photoUrl": "//lh6.googleusercontent.com/-F3-bqFzSmIM/AAAAAAAAAAI/AAAAAAAAAGE/5BiAcZEFhzA/s50-c-k-no/photo.jpg",
      "userId": "108242849243362307040"
     },
     "user_tz": 420
    },
    "id": "XHZeHBfrseq0",
    "outputId": "ac5033f0-341b-4ded-9868-0f0b11792d30",
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "display(Image('student_setup.png'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Zr_3ZGcweKNN"
   },
   "source": [
    " Students never met the teaching assistants face-to-face. Instead, they interacted with the students via an online forum. Homework returns were coordinated so that all students received scores/feedback all at the same time. The 2 TAs also had comparable levels of experience. At the end of the course, students evaluate the TA on promptness in returning assignment.\n",
    "The authors wanted to investigate if\n",
    "gender perception has any effect on SETs evaluations/ratings. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "sol21TEtT1yi"
   },
   "source": [
    "## Experiment Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "1JLJcWbeTt3T",
    "tags": [
     "jekyll-raw"
    ]
   },
   "source": [
    "We conduct a hypothesis test using a p-value cutoff of 0.05.\n",
    "\n",
    "In our **model**, each TA has two possible ratings from each student—one for each perceived gender. Each student had an equal chance of being assigned to any one of the (gender, perceived gender) pairs. Finally, the students evaluate their TAs independently of one another.\n",
    "\n",
    "The **null hypothesis** of this experiment is that perceived gender has no effect on SETs and any observed difference in ratings is due to chance. In other words, the evaluation of each TA should remain unchanged whether they are percieved as a male or a female. This means that each TA really only has one possible rating from each student.\n",
    "\n",
    "The **alternative hypothesis** is that perceived gender has an effect on SETs.\n",
    "\n",
    "The **test statistic** is the difference in means of perceived male and perceived female ratings for each TA. Intuitively, we expect this to be close to 0 if gender has no effect on ratings. We can write this formally:\n",
    "\n",
    "$$\n",
    "\\mu_{\\text{perceived female}} - \\mu_{\\text {perceived male}}\n",
    "$$\n",
    "\n",
    "Where:\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\mu_{\\text{perceived female}} &= \\frac {\\sum_{j=1}^{n_1} x_{1j} + \\sum_{j=1}^{n_3} x_{3j}}{{n_1} + {n_3}} \\\\\n",
    "\\mu_{\\text{perceived male}} &= \\frac {\\sum_{j=1}^{n_2} x_{2j} + \\sum_{j=1}^{n_4} x_{4j}}{{n_2} + {n_4}}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "where $n_i$ is the number of students in the $i$th group and $x_{ij}$ is the rating of the jth student in the ith group. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "doP41QRpkuGK"
   },
   "source": [
    "In order to determine whether gender has an effect on SET ratings, we perform a permutation test to generate an empirical distribution of the test statistic under the null hypothesis. We follow the following steps:\n",
    "\n",
    "1. Permute the perceived gender labels for students under the same TA. Note that we are shuffling within the left and right halves in the picture above.\n",
    "1. Compute the difference in average scores for identified-female and identified-male groups. \n",
    "1. Repeat many times to create an approximate sampling distribution for the difference in average scores for the 2 groups. \n",
    "1. Use the approximate distribution to estimate the chance of seeing a test statistic more extreme than the one observed.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "eGbB4NfFmR62"
   },
   "source": [
    "It is important to understand why the permutation test is justified in this scenario. Under the null model, each student would have given their TA the same rating regardless of perceived gender. Simple random assignment then implies that for a given TA, all of their ratings had an equal chance of showing up regardless of whether they were perceived as male or female. Therefore, permuting the gender labels should have no effect on the ratings if the null \n",
    "hypothesis were true. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "eGbB4NfFmR62"
   },
   "source": [
    "## The Data\n",
    "\n",
    "We begin with the student and gender data below. These data are a census of 47 students enrolled in an online course at a U.S. university."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 256,
     "resources": {
      "http://localhost:8080/nbextensions/google.colab/files.js": {
       "data": 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       "headers": [
        [
         "content-type",
         "application/javascript"
        ]
       ],
       "ok": true,
       "status": 200,
       "status_text": ""
      }
     }
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 5675,
     "status": "ok",
     "timestamp": 1530922858074,
     "user": {
      "displayName": "SHRISHTI JESWANI",
      "photoUrl": "//lh6.googleusercontent.com/-F3-bqFzSmIM/AAAAAAAAAAI/AAAAAAAAAGE/5BiAcZEFhzA/s50-c-k-no/photo.jpg",
      "userId": "108242849243362307040"
     },
     "user_tz": 420
    },
    "id": "eoJEfKyreMys",
    "outputId": "8fb7d2f3-add7-4036-991c-a9cb80976df8",
    "tags": [
     "hide-cell"
    ]
   },
   "outputs": [],
   "source": [
    "student_eval = (\n",
    "    pd.read_csv('StudentRatingsData.csv')\n",
    "    .loc[:, [\"tagender\", \"taidgender\", \"prompt\"]]\n",
    "    .dropna()\n",
    "    .rename(columns={'tagender': 'actual', 'taidgender': 'perceived'})\n",
    ")\n",
    "student_eval[['actual', 'perceived']] = (\n",
    "    student_eval[['actual', 'perceived']]\n",
    "    .replace([0, 1], ['female', 'male'])\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 256,
     "resources": {
      "http://localhost:8080/nbextensions/google.colab/files.js": {
       "data": 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       "headers": [
        [
         "content-type",
         "application/javascript"
        ]
       ],
       "ok": true,
       "status": 200,
       "status_text": ""
      }
     }
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 5675,
     "status": "ok",
     "timestamp": 1530922858074,
     "user": {
      "displayName": "SHRISHTI JESWANI",
      "photoUrl": "//lh6.googleusercontent.com/-F3-bqFzSmIM/AAAAAAAAAAI/AAAAAAAAAGE/5BiAcZEFhzA/s50-c-k-no/photo.jpg",
      "userId": "108242849243362307040"
     },
     "user_tz": 420
    },
    "id": "eoJEfKyreMys",
    "outputId": "8fb7d2f3-add7-4036-991c-a9cb80976df8"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>actual</th>\n",
       "      <th>perceived</th>\n",
       "      <th>prompt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>female</td>\n",
       "      <td>male</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>female</td>\n",
       "      <td>male</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>female</td>\n",
       "      <td>male</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>male</td>\n",
       "      <td>female</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>male</td>\n",
       "      <td>female</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>male</td>\n",
       "      <td>female</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>43 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    actual perceived  prompt\n",
       "0   female      male     4.0\n",
       "1   female      male     5.0\n",
       "2   female      male     5.0\n",
       "..     ...       ...     ...\n",
       "43    male    female     4.0\n",
       "44    male    female     2.0\n",
       "45    male    female     4.0\n",
       "\n",
       "[43 rows x 3 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "student_eval"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "WzKaVaUhPxgH"
   },
   "source": [
    "The columns have the following meanings:\n",
    "\n",
    "**actual** – the true gender of the TA\n",
    "\n",
    "**perceived** – the gender presented to the students\n",
    "\n",
    "**prompt** – rating on promptness of HW on a scale from 1 to 5\n",
    "\n",
    "After analyzing and plotting the ratings data from the experiment below,  there appears to be a difference between the groups of students, with perceived female ratings lower than male ratings; however, we need a more formal hypothesis test to see if this difference could simply be due to the random assignment of students."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 257,
     "status": "ok",
     "timestamp": 1530922862868,
     "user": {
      "displayName": "SHRISHTI JESWANI",
      "photoUrl": "//lh6.googleusercontent.com/-F3-bqFzSmIM/AAAAAAAAAAI/AAAAAAAAAGE/5BiAcZEFhzA/s50-c-k-no/photo.jpg",
      "userId": "108242849243362307040"
     },
     "user_tz": 420
    },
    "id": "dlrNB6l2W7yi",
    "outputId": "55150d43-b22d-433c-fc2f-582dc838d62c",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>mean prompt</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>actual</th>\n",
       "      <th>perceived</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">female</th>\n",
       "      <th>female</th>\n",
       "      <td>3.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>male</th>\n",
       "      <td>4.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">male</th>\n",
       "      <th>female</th>\n",
       "      <td>3.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>male</th>\n",
       "      <td>4.36</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  mean prompt\n",
       "actual perceived             \n",
       "female female            3.75\n",
       "       male              4.33\n",
       "male   female            3.42\n",
       "       male              4.36"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avg_ratings = (student_eval\n",
    " .loc[:, ['actual', 'perceived', 'prompt']]\n",
    " .groupby(['actual', 'perceived'])\n",
    " .mean()\n",
    " .rename(columns={'prompt': 'mean prompt'})\n",
    ")\n",
    "avg_ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 457
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 401,
     "status": "ok",
     "timestamp": 1530926365043,
     "user": {
      "displayName": "SHRISHTI JESWANI",
      "photoUrl": "//lh6.googleusercontent.com/-F3-bqFzSmIM/AAAAAAAAAAI/AAAAAAAAAGE/5BiAcZEFhzA/s50-c-k-no/photo.jpg",
      "userId": "108242849243362307040"
     },
     "user_tz": 420
    },
    "id": "IpQBv8proBlK",
    "outputId": "bfb93b21-373d-4cf2-8e20-f699ad026705",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a19078390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 7))\n",
    "ind = np.arange(4)\n",
    "plt.bar(ind, avg_ratings[\"mean prompt\"])\n",
    "ax.set_xticks(ind)\n",
    "ax.set_xticklabels(['Female (Percieved Female)', 'Female (Percieved Male)', 'Male (Percieved Female)', \"Male (Percieved Male)\"])\n",
    "ax.set_ylabel('Average Promptness Rating')\n",
    "ax.set_xlabel('Actual/Percieved Gender')\n",
    "ax.set_title('Average Rating Per Actual/Percieved Gender')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "x78qy7viW0uy"
   },
   "source": [
    "## Performing the Experiment\n",
    "\n",
    "We will compute the observed difference between the average ratings of the identified male and identified female groups:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def stat(evals):\n",
    "    '''Computes the test statistic on the evals DataFrame'''\n",
    "    avgs = evals.groupby('perceived').mean()\n",
    "    return avgs.loc['female', 'prompt'] - avgs.loc['male', 'prompt']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.79782608695652169"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "observed_difference = stat(student_eval)\n",
    "observed_difference"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "gcnXVJRYgW-g"
   },
   "source": [
    "We see that the difference is -0.8 — in this case, the average rating for those identified as female is nearly 1 point lower on a scale from 1 to 5.  Given the scale of the ratings, this difference appears to be quite large. By performing a permutation test, we will be able to find the chance of observing a difference this large under our null model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ot7IZMtfRt3x"
   },
   "source": [
    "Now, we can permute the perceived gender labels for each TA and calculate the test statistic 1,000 times:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def shuffle_column(df, col):\n",
    "    '''Returns a new copy of df with col shuffled'''\n",
    "    result = df.copy()\n",
    "    result[col] = np.random.choice(df[col], size=len(df[col]))\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 221
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 197234,
     "status": "ok",
     "timestamp": 1530929836218,
     "user": {
      "displayName": "SHRISHTI JESWANI",
      "photoUrl": "//lh6.googleusercontent.com/-F3-bqFzSmIM/AAAAAAAAAAI/AAAAAAAAAGE/5BiAcZEFhzA/s50-c-k-no/photo.jpg",
      "userId": "108242849243362307040"
     },
     "user_tz": 420
    },
    "id": "gaEIIapzWFig",
    "outputId": "a0a385cf-2c80-4f91-f66f-e3f71edb4f55"
   },
   "outputs": [],
   "source": [
    "repetitions = 1000\n",
    "\n",
    "gender_differences = np.array([\n",
    "    stat(shuffle_column(student_eval, 'perceived'))\n",
    "    for _ in range(repetitions)\n",
    "])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "1muV2ioJfXW7"
   },
   "source": [
    "We plot the approximate sampling distribution of the difference in scores using our permutations below, showing the observed value using a red dotted line. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 294
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 416,
     "status": "ok",
     "timestamp": 1530930962204,
     "user": {
      "displayName": "SHRISHTI JESWANI",
      "photoUrl": "//lh6.googleusercontent.com/-F3-bqFzSmIM/AAAAAAAAAAI/AAAAAAAAAGE/5BiAcZEFhzA/s50-c-k-no/photo.jpg",
      "userId": "108242849243362307040"
     },
     "user_tz": 420
    },
    "id": "cfnL0sQ7WUim",
    "outputId": "70390c3a-49bf-440a-fa02-9f42316f29b9",
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x1a1b34e3c8>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1b1c0748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "differences_df = pd.DataFrame()\n",
    "differences_df[\"gender_differences\"] = gender_differences\n",
    "gender_hist = differences_df.loc[:, \"gender_differences\"].hist(normed=True)\n",
    "gender_hist.set_xlabel(\"Average Gender Difference (Test Statistic)\")\n",
    "gender_hist.set_ylabel(\"Percent per Unit\")\n",
    "gender_hist.set_title(\"Distribution of Gender Differences\")\n",
    "plt.axvline(observed_difference, c='r', linestyle='--');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x1a1b256ef0>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1b162128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "differences_df = pd.DataFrame()\n",
    "differences_df[\"gender_differences\"] = gender_differences\n",
    "gender_hist = differences_df.loc[:, \"gender_differences\"].hist(normed=True)\n",
    "gender_hist.set_xlabel(\"Average Gender Difference (Test Statistic)\")\n",
    "gender_hist.set_ylabel(\"Percent per Unit\")\n",
    "gender_hist.set_title(\"Distribution of Gender Differences\")\n",
    "plt.axvline(observed_difference, c='r', linestyle='--')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "0Ho0XmNogTLb"
   },
   "source": [
    "From our calculation below, only 18 of the 1000 simulations had a difference at least as large as the one observed. Therefore, our p-value is less than the 0.05 threshold and we reject the null hypothesis in favor of the alternative."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 260,
     "status": "ok",
     "timestamp": 1530930032015,
     "user": {
      "displayName": "SHRISHTI JESWANI",
      "photoUrl": "//lh6.googleusercontent.com/-F3-bqFzSmIM/AAAAAAAAAAI/AAAAAAAAAGE/5BiAcZEFhzA/s50-c-k-no/photo.jpg",
      "userId": "108242849243362307040"
     },
     "user_tz": 420
    },
    "id": "Pi1K_msXrIsC",
    "outputId": "c8d53dde-1332-4bdf-a3d3-2e8b2f6b3e73"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.018"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Sample Distribution Parameters\n",
    "sample_sd = np.std(gender_differences)\n",
    "sample_mean = np.mean(gender_differences)\n",
    "#Computing right-hand extreme value\n",
    "num_sd_away = (sample_mean - observed_difference)/sample_sd\n",
    "right_extreme_val = sample_mean + (num_sd_away*sample_sd)\n",
    "#Calculate P-value\n",
    "num_extreme_left = np.count_nonzero(gender_differences <= observed_difference)\n",
    "num_extreme_right = np.count_nonzero(gender_differences >= right_extreme_val)\n",
    "empirical_P = (num_extreme_left + num_extreme_right) / repetitions\n",
    "empirical_P"
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    "## Summary\n",
    "\n",
    "Through this permuatation test, we have shown that SET are biased against female instructors by an amount that is large and statistically significant.\n",
    "\n",
    "There are other studies that have also tested bias within teaching evaluations. According to Boring, Ottoboni & Stark 2016, there were several other parametric tests conducted that assumed ratings of male and female instructors are independent random samples from normally distributed populations with equal variances; this type of experimental design does not align with the proposed null hypothesis, causing the p-values to be potentially misleading.\n",
    "\n",
    "In contrast, Boring, Ottoboni & Stark 2016 used permutation tests based on random assignment of students to class sections. Recall that during our permutation test, we did not make any underlying assumptions about the distribution of our data. In this experiment,  we did not assume that students, SET scores, grades, or any other variables comprise random samples from any populations, much less populations with normal distributions.\n",
    "\n",
    "When testing a hypothesis, it is very important to carefully choose your experiment design and null hypothesis in order to obtain reliable results."
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